{"id":1657,"date":"2026-08-13T11:07:29","date_gmt":"2026-08-13T11:07:29","guid":{"rendered":"https:\/\/newtech.edu.pl\/academy\/?p=1657"},"modified":"2026-08-13T11:07:30","modified_gmt":"2026-08-13T11:07:30","slug":"roboty-ktore-zaczynaja-rozumiec-swiat-czy-nadchodzi-era-inteligentnych-maszyn","status":"publish","type":"post","link":"https:\/\/newtech.edu.pl\/academy\/roboty-ktore-zaczynaja-rozumiec-swiat-czy-nadchodzi-era-inteligentnych-maszyn\/","title":{"rendered":"Roboty, kt\u00f3re zaczynaj\u0105 \u201erozumie\u0107\u201d \u015bwiat. Czy nadchodzi era inteligentnych maszyn?"},"content":{"rendered":"\n

eszcze kilka lat temu robot kojarzy\u0142 si\u0119 przede wszystkim z maszyn\u0105 wykonuj\u0105c\u0105 dok\u0142adnie te same ruchy setki albo tysi\u0105ce razy. Robot przemys\u0142owy m\u00f3g\u0142 przykr\u0119ca\u0107 \u015brub\u0119, przenosi\u0107 element z jednego miejsca w drugie albo spawa\u0107 konkretn\u0105 cz\u0119\u015b\u0107 samochodu. Wystarczy\u0142o jednak zmieni\u0107 jego otoczenie lub po\u0142o\u017cy\u0107 przed nim inny przedmiot, aby cz\u0119sto nie wiedzia\u0142, co zrobi\u0107.<\/p>\n\n\n\n

Dzisiaj sytuacja zaczyna si\u0119 zmienia\u0107. Rozw\u00f3j sztucznej inteligencji sprawia, \u017ce roboty mog\u0105 nie tylko wykonywa\u0107 zaprogramowane polecenia, ale r\u00f3wnie\u017c analizowa\u0107 otoczenie, rozpoznawa\u0107 przedmioty, interpretowa\u0107 polecenia cz\u0142owieka i planowa\u0107 kolejne dzia\u0142ania.<\/p>\n\n\n\n

\"image\"<\/figure>\n\n\n\n

Czym jest Physical AI?<\/h4>\n\n\n\n

Jednym z najciekawszych kierunk\u00f3w rozwoju technologii jest obecnie tak zwana Physical AI<\/strong>, czyli sztuczna inteligencja dzia\u0142aj\u0105ca w \u015bwiecie fizycznym.<\/p>\n\n\n\n

W przypadku klasycznej AI mo\u017cemy poprosi\u0107 komputer o napisanie tekstu, rozpoznanie zdj\u0119cia albo wygenerowanie kodu. Robot musi natomiast zrobi\u0107 co\u015b znacznie trudniejszego \u2013 po\u0142\u0105czy\u0107 informacje z kamer i czujnik\u00f3w z konkretnym dzia\u0142aniem.<\/p>\n\n\n\n

Je\u017celi powiemy robotowi: \u201epodnie\u015b czerwony kubek ze sto\u0142u\u201d, musi on najpierw znale\u017a\u0107 kubek, rozpozna\u0107 jego kolor i kszta\u0142t, okre\u015bli\u0107 jego po\u0142o\u017cenie, zaplanowa\u0107 ruch r\u0119ki, odpowiednio chwyci\u0107 przedmiot, a nast\u0119pnie przenie\u015b\u0107 go w inne miejsce.<\/p>\n\n\n\n

To w\u0142a\u015bnie po\u0142\u0105czenie sztucznej inteligencji, widzenia komputerowego, czujnik\u00f3w i mechaniki sprawia, \u017ce wsp\u00f3\u0142czesne roboty staj\u0105 si\u0119 coraz bardziej elastyczne.<\/p>\n\n\n\n

Humanoidalne roboty coraz bli\u017cej codziennego \u017cycia<\/h4>\n\n\n\n

Szczeg\u00f3lnie du\u017co uwagi po\u015bwi\u0119ca si\u0119 obecnie robotom humanoidalnym, czyli maszynom posiadaj\u0105cym sylwetk\u0119 przypominaj\u0105c\u0105 cz\u0142owieka.<\/p>\n\n\n\n

Ich konstrukcja nie jest przypadkowa. Cz\u0142owiek stworzy\u0142 wi\u0119kszo\u015b\u0107 swojego otoczenia z my\u015bl\u0105 o w\u0142asnym ciele \u2013 mamy schody, klamki, sto\u0142y, p\u00f3\u0142ki, narz\u0119dzia czy samochody. Robot posiadaj\u0105cy dwie nogi, dwie r\u0119ce i podobny zakres ruch\u00f3w mo\u017ce potencjalnie korzysta\u0107 z istniej\u0105cej infrastruktury bez konieczno\u015bci przebudowy ca\u0142ego \u015bwiata.<\/p>\n\n\n\n

W 2026 roku coraz wi\u0119cej projekt\u00f3w robotycznych przechodzi od demonstracji laboratoryjnych do pr\u00f3b zastosowania w rzeczywistych \u015brodowiskach. Jednocze\u015bnie naukowcy i in\u017cynierowie nadal musz\u0105 rozwi\u0105za\u0107 wiele problem\u00f3w zwi\u0105zanych z bezpiecze\u0144stwem, niezawodno\u015bci\u0105, energi\u0105 i uczeniem robot\u00f3w w prawdziwym \u015bwiecie.<\/p>\n\n\n\n

\"image\"<\/figure>\n\n\n\n

Czy robot mo\u017ce nauczy\u0107 si\u0119 zadania?<\/h4>\n\n\n\n

To jeden z najbardziej fascynuj\u0105cych element\u00f3w wsp\u00f3\u0142czesnej robotyki.<\/p>\n\n\n\n

Zamiast programowa\u0107 ka\u017cd\u0105 mo\u017cliw\u0105 sytuacj\u0119 osobno, badacze pr\u00f3buj\u0105 tworzy\u0107 systemy, kt\u00f3re ucz\u0105 roboty wykonywania zada\u0144 na podstawie przyk\u0142ad\u00f3w. Robot mo\u017ce obserwowa\u0107 cz\u0142owieka albo korzysta\u0107 z danych pochodz\u0105cych z symulacji.<\/p>\n\n\n\n

Co ciekawe, najnowsze badania pokazuj\u0105 r\u00f3wnie\u017c mo\u017cliwo\u015b\u0107 wykorzystywania generatywnej AI do tworzenia sztucznych scenariuszy treningowych. Dzi\u0119ki temu robot mo\u017ce otrzymywa\u0107 wi\u0119cej przyk\u0142ad\u00f3w tego, jak wykonywa\u0107 okre\u015blone czynno\u015bci, bez konieczno\u015bci przeprowadzania ka\u017cdej demonstracji z udzia\u0142em cz\u0142owieka.<\/p>\n\n\n\n

Co to oznacza dla przysz\u0142o\u015bci?<\/h4>\n\n\n\n

By\u0107 mo\u017ce w przysz\u0142o\u015bci robot nie b\u0119dzie ju\u017c urz\u0105dzeniem, kt\u00f3remu trzeba powiedzie\u0107 dok\u0142adnie ka\u017cdy kolejny krok. Zamiast tego wystarczy okre\u015bli\u0107 cel, a sztuczna inteligencja sama zaplanuje spos\u00f3b jego wykonania.<\/p>\n\n\n\n

Nie oznacza to jednak, \u017ce roboty w najbli\u017cszym czasie zast\u0105pi\u0105 ludzi we wszystkich zadaniach. Wr\u0119cz przeciwnie \u2013 obecna technologia wci\u0105\u017c ma wiele ogranicze\u0144. Robot mo\u017ce \u015bwietnie poradzi\u0107 sobie w jednej sytuacji, a mie\u0107 problemy w zupe\u0142nie innej.<\/p>\n\n\n\n

Jedno jest jednak pewne: granica pomi\u0119dzy \u015bwiatem programowania, sztucznej inteligencji i robotyki coraz bardziej si\u0119 zaciera.<\/p>\n\n\n\n

A to oznacza, \u017ce przyszli programi\u015bci i konstruktorzy robot\u00f3w b\u0119d\u0105 mieli do dyspozycji zupe\u0142nie nowe mo\u017cliwo\u015bci. By\u0107 mo\u017ce robot, kt\u00f3rego dzisiaj budujesz na zaj\u0119ciach, jest pierwszym krokiem do technologii, kt\u00f3ra za kilka lat b\u0119dzie pracowa\u0107 w fabrykach, laboratoriach, szko\u0142ach, a nawet naszych domach.<\/p>\n\n\n\n

\"image\"<\/figure>\n","protected":false},"excerpt":{"rendered":"

eszcze kilka lat temu robot kojarzy\u0142 si\u0119 przede wszystkim z maszyn\u0105 wykonuj\u0105c\u0105 dok\u0142adnie te same ruchy setki albo tysi\u0105ce razy. […]<\/p>\n","protected":false},"author":1,"featured_media":1660,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[6],"tags":[],"class_list":["post-1657","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-newsy"],"yoast_head":"\nRoboty, kt\u00f3re zaczynaj\u0105 \u201erozumie\u0107\u201d \u015bwiat. Czy nadchodzi era inteligentnych maszyn? - New Tech Academy<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/newtech.edu.pl\/academy\/roboty-ktore-zaczynaja-rozumiec-swiat-czy-nadchodzi-era-inteligentnych-maszyn\/\" \/>\n<meta property=\"og:locale\" content=\"pl_PL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Roboty, kt\u00f3re zaczynaj\u0105 \u201erozumie\u0107\u201d \u015bwiat. Czy nadchodzi era inteligentnych maszyn? - New Tech Academy\" \/>\n<meta property=\"og:description\" content=\"eszcze kilka lat temu robot kojarzy\u0142 si\u0119 przede wszystkim z maszyn\u0105 wykonuj\u0105c\u0105 dok\u0142adnie te same ruchy setki albo tysi\u0105ce razy. 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